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README.md

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+# Lemrd
+
+A Gemma 4 31B dense fine-tune by [Lethean Network](https://lthn.ai/lemrd).
+
+EUPL-1.2 · Apache 2.0 base · [lthn.ai/lemrd](https://lthn.ai/lemrd)
+
+## Use
+
+### MLX
+
+```bash
+pip install mlx-lm
+```
+
+```python
+from mlx_lm import load, generate
+
+model, tokenizer = load("lthn/lemrd", revision="4bit")
+response = generate(model, tokenizer, prompt="Hello", max_tokens=200)
+```
+
+### Ollama
+
+```bash
+# Coming soon
+```
+
+### HF Transformers
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model = AutoModelForCausalLM.from_pretrained("lthn/lemrd", revision="bf16-hf")
+tokenizer = AutoTokenizer.from_pretrained("lthn/lemrd", revision="bf16-hf")
+```
+
+## Branches
+
+### MLX
+
+| Branch | Size |
+|--------|------|
+| `bf16` | 57G |
+| `8bit` | 30G |
+| `6bit` | 23G |
+| `5bit` | 20G |
+| `4bit` | 16G |
+| `mxfp8` | 30G |
+| `mxfp4` | 15G |
+| `nvfp4` | 16G |
+
+### GGUF
+
+| Branch | Size |
+|--------|------|
+| `bf16-gguf` | Coming soon |
+| `8bit-gguf` | Coming soon |
+| `6bit-gguf` | Coming soon |
+| `5bit-gguf` | Coming soon |
+| `4bit-gguf` | Coming soon |
+
+### HF Transformers
+
+| Branch | Size |
+|--------|------|
+| `bf16-hf` | Coming soon |
+
+## Base
+
+[google/gemma-4-31B-it](https://huggingface.co/google/gemma-4-31B-it)
+
+## More
+
+- [lthn.ai/lemrd](https://lthn.ai/lemrd)
+- [Lethean Network](https://lthn.ai)
+- [GitHub](https://github.com/dappcore)
+
+## Licence
+
+Training data and adapter: [EUPL-1.2](https://joinup.ec.europa.eu/collection/eupl/eupl-text-eupl-12)
+Base model: [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0)